Memory used0 to 100 %
PSI memory some0 to 100 %
PSI memory full0 to 100 %
Swap IO0 to 500 MB/s
Workload P951 to 2000 ms
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a08/linux-memory-pressure
Linux Memory Pressure
Predict host pressure and rank cgroup, migration or load-shedding actions before thrashing.
Prediction improvement96.56%
Planning top-193.75%
Critical violations0
Runtime p950.13 ms
Training sourceA08 cgroup pressure simulator v0.1
Training transitions3,200
Held-out one-step error0.36%
Held-out improvement95.26%
Interactive package
Change the context. Compare the plans.
The local runtime evaluates candidate control sequences, predicts their trajectories and rejects plans outside the declared envelope.
Live runtime
Plan from system state
Observed stateValues observed at H0
Planner search7 candidates · H6
Hold limitsRaise memory.highReclaim cacheFreeze batch workloadShed low-priority loadMigrate workload
Set the current telemetry, choose a goal and run the planner.
Results include actions, predicted state and constraint checks.World contract
One Linux host with cgroup v2 workloads under bounded memory and swap pressure.
Temporal unit: 10_seconds. Supported horizons: 1, 4, 8.
Hold limitshold limits
Raise memory.highraise memory high
Reclaim cachereclaim cache
Freeze batch workloadfreeze batch
Shed low-priority loadshed load
Migrate workloadmigrate workload
Restore memory headroom4 declared targets
oom boundarycritical · lte 98
full stallcritical · lte 45
latency slohard · lte 1500
Package record
Everything required to inspect and run this world.
Package digest
sha256:ff74b7eea0e40d136badc7c79506ce7886b6d84d51ed159700aff1578a44bd4eworld.jsonScope, lineage and runtime contract
model artifact285 parameter transition profile
schemas/State, action and goal validation
eval/40 registered cases and result digest
Declared limitationsSimulation-trained from bounded cgroup pressure dynamics, not a specific kernel or workload fleet.No NUMA, page-cache ownership or storage-device topology.Actions are recommendations and never modify host controls.